Dataset statistics
| Number of variables | 11 |
|---|---|
| Number of observations | 2969 |
| Missing cells | 0 |
| Missing cells (%) | 0.0% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 278.3 KiB |
| Average record size in memory | 96.0 B |
Variable types
| Numeric | 11 |
|---|
gross_revenue is highly overall correlated with invoice_no and 2 other fields | High correlation |
recency_days is highly overall correlated with invoice_no | High correlation |
invoice_no is highly overall correlated with gross_revenue and 2 other fields | High correlation |
quantity is highly overall correlated with gross_revenue and 2 other fields | High correlation |
avg_ticket is highly overall correlated with avg_unique_basket_size | High correlation |
avg_recency_days is highly overall correlated with frequency | High correlation |
frequency is highly overall correlated with avg_recency_days | High correlation |
avg_basket_size is highly overall correlated with gross_revenue and 1 other fields | High correlation |
avg_unique_basket_size is highly overall correlated with avg_ticket | High correlation |
avg_ticket is highly skewed (γ1 = 53.4442279) | Skewed |
qt_returns is highly skewed (γ1 = 51.79774426) | Skewed |
avg_basket_size is highly skewed (γ1 = 44.68328098) | Skewed |
customer_id has unique values | Unique |
recency_days has 34 (1.1%) zeros | Zeros |
qt_returns has 1481 (49.9%) zeros | Zeros |
Reproduction
| Analysis started | 2023-01-12 14:41:21.426630 |
|---|---|
| Analysis finished | 2023-01-12 14:41:59.925613 |
| Duration | 38.5 seconds |
| Software version | pandas-profiling vv3.6.2 |
| Download configuration | config.json |
customer_id
Real number (ℝ)
| Distinct | 2969 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 15270.773 |
| Minimum | 12347 |
|---|---|
| Maximum | 18287 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 46.4 KiB |
Quantile statistics
| Minimum | 12347 |
|---|---|
| 5-th percentile | 12619.4 |
| Q1 | 13799 |
| median | 15221 |
| Q3 | 16768 |
| 95-th percentile | 17964.6 |
| Maximum | 18287 |
| Range | 5940 |
| Interquartile range (IQR) | 2969 |
Descriptive statistics
| Standard deviation | 1718.9903 |
|---|---|
| Coefficient of variation (CV) | 0.11256734 |
| Kurtosis | -1.2060947 |
| Mean | 15270.773 |
| Median Absolute Deviation (MAD) | 1488 |
| Skewness | 0.031607859 |
| Sum | 45338925 |
| Variance | 2954927.6 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 17850 | 1 | < 0.1% |
| 17588 | 1 | < 0.1% |
| 14905 | 1 | < 0.1% |
| 16103 | 1 | < 0.1% |
| 14626 | 1 | < 0.1% |
| 14868 | 1 | < 0.1% |
| 18246 | 1 | < 0.1% |
| 17115 | 1 | < 0.1% |
| 16611 | 1 | < 0.1% |
| 15912 | 1 | < 0.1% |
| Other values (2959) | 2959 |
| Value | Count | Frequency (%) |
| 12347 | 1 | |
| 12348 | 1 | |
| 12352 | 1 | |
| 12356 | 1 | |
| 12358 | 1 | |
| 12359 | 1 | |
| 12360 | 1 | |
| 12362 | 1 | |
| 12364 | 1 | |
| 12370 | 1 |
| Value | Count | Frequency (%) |
| 18287 | 1 | |
| 18283 | 1 | |
| 18282 | 1 | |
| 18277 | 1 | |
| 18276 | 1 | |
| 18274 | 1 | |
| 18273 | 1 | |
| 18272 | 1 | |
| 18270 | 1 | |
| 18269 | 1 |
gross_revenue
Real number (ℝ)
| Distinct | 2954 |
|---|---|
| Distinct (%) | 99.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2749.2261 |
| Minimum | 6.2 |
|---|---|
| Maximum | 279138.02 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 46.4 KiB |
Quantile statistics
| Minimum | 6.2 |
|---|---|
| 5-th percentile | 229.77 |
| Q1 | 570.96 |
| median | 1086.92 |
| Q3 | 2308.06 |
| 95-th percentile | 7219.68 |
| Maximum | 279138.02 |
| Range | 279131.82 |
| Interquartile range (IQR) | 1737.1 |
Descriptive statistics
| Standard deviation | 10580.491 |
|---|---|
| Coefficient of variation (CV) | 3.8485342 |
| Kurtosis | 353.95857 |
| Mean | 2749.2261 |
| Median Absolute Deviation (MAD) | 672.72 |
| Skewness | 16.777879 |
| Sum | 8162452.2 |
| Variance | 1.1194678 × 108 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 178.96 | 2 | 0.1% |
| 533.33 | 2 | 0.1% |
| 889.93 | 2 | 0.1% |
| 2053.02 | 2 | 0.1% |
| 745.06 | 2 | 0.1% |
| 379.65 | 2 | 0.1% |
| 2092.32 | 2 | 0.1% |
| 731.9 | 2 | 0.1% |
| 1353.74 | 2 | 0.1% |
| 331 | 2 | 0.1% |
| Other values (2944) | 2949 |
| Value | Count | Frequency (%) |
| 6.2 | 1 | |
| 13.3 | 1 | |
| 15 | 1 | |
| 36.56 | 1 | |
| 45 | 1 | |
| 52 | 1 | |
| 52.2 | 1 | |
| 52.2 | 1 | |
| 62.43 | 1 | |
| 68.84 | 1 |
| Value | Count | Frequency (%) |
| 279138.02 | 1 | |
| 259657.3 | 1 | |
| 194550.79 | 1 | |
| 168472.5 | 1 | |
| 140438.72 | 1 | |
| 124564.53 | 1 | |
| 117375.63 | 1 | |
| 91062.38 | 1 | |
| 72882.09 | 1 | |
| 66653.56 | 1 |
recency_days
Real number (ℝ)
HIGH CORRELATION  ZEROS 
| Distinct | 272 |
|---|---|
| Distinct (%) | 9.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 64.288649 |
| Minimum | 0 |
|---|---|
| Maximum | 373 |
| Zeros | 34 |
| Zeros (%) | 1.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 46.4 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 2 |
| Q1 | 11 |
| median | 31 |
| Q3 | 81 |
| 95-th percentile | 242 |
| Maximum | 373 |
| Range | 373 |
| Interquartile range (IQR) | 70 |
Descriptive statistics
| Standard deviation | 77.756171 |
|---|---|
| Coefficient of variation (CV) | 1.2094852 |
| Kurtosis | 2.7780386 |
| Mean | 64.288649 |
| Median Absolute Deviation (MAD) | 26 |
| Skewness | 1.7983969 |
| Sum | 190873 |
| Variance | 6046.0221 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 1 | 99 | 3.3% |
| 4 | 87 | 2.9% |
| 2 | 85 | 2.9% |
| 3 | 85 | 2.9% |
| 8 | 76 | 2.6% |
| 10 | 67 | 2.3% |
| 9 | 66 | 2.2% |
| 7 | 66 | 2.2% |
| 17 | 64 | 2.2% |
| 22 | 55 | 1.9% |
| Other values (262) | 2219 |
| Value | Count | Frequency (%) |
| 0 | 34 | 1.1% |
| 1 | 99 | |
| 2 | 85 | |
| 3 | 85 | |
| 4 | 87 | |
| 5 | 43 | |
| 7 | 66 | |
| 8 | 76 | |
| 9 | 66 | |
| 10 | 67 |
| Value | Count | Frequency (%) |
| 373 | 2 | |
| 372 | 4 | |
| 371 | 1 | < 0.1% |
| 368 | 1 | < 0.1% |
| 366 | 4 | |
| 365 | 2 | |
| 364 | 1 | < 0.1% |
| 360 | 1 | < 0.1% |
| 359 | 1 | < 0.1% |
| 358 | 4 |
invoice_no
Real number (ℝ)
| Distinct | 56 |
|---|---|
| Distinct (%) | 1.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 5.7228023 |
| Minimum | 1 |
|---|---|
| Maximum | 206 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 46.4 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 2 |
| median | 4 |
| Q3 | 6 |
| 95-th percentile | 17 |
| Maximum | 206 |
| Range | 205 |
| Interquartile range (IQR) | 4 |
Descriptive statistics
| Standard deviation | 8.8566539 |
|---|---|
| Coefficient of variation (CV) | 1.5476079 |
| Kurtosis | 190.82536 |
| Mean | 5.7228023 |
| Median Absolute Deviation (MAD) | 2 |
| Skewness | 10.766456 |
| Sum | 16991 |
| Variance | 78.440319 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 2 | 786 | |
| 3 | 498 | |
| 4 | 393 | |
| 5 | 237 | 8.0% |
| 1 | 190 | 6.4% |
| 6 | 173 | 5.8% |
| 7 | 138 | 4.6% |
| 8 | 98 | 3.3% |
| 9 | 69 | 2.3% |
| 10 | 55 | 1.9% |
| Other values (46) | 332 |
| Value | Count | Frequency (%) |
| 1 | 190 | 6.4% |
| 2 | 786 | |
| 3 | 498 | |
| 4 | 393 | |
| 5 | 237 | 8.0% |
| 6 | 173 | 5.8% |
| 7 | 138 | 4.6% |
| 8 | 98 | 3.3% |
| 9 | 69 | 2.3% |
| 10 | 55 | 1.9% |
| Value | Count | Frequency (%) |
| 206 | 1 | |
| 199 | 1 | |
| 124 | 1 | |
| 97 | 1 | |
| 91 | 2 | |
| 86 | 1 | |
| 72 | 1 | |
| 62 | 2 | |
| 60 | 1 | |
| 57 | 1 |
quantity
Real number (ℝ)
| Distinct | 48 |
|---|---|
| Distinct (%) | 1.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 11.621421 |
| Minimum | 1 |
|---|---|
| Maximum | 102 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 46.4 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 4 |
| Q1 | 8 |
| median | 11 |
| Q3 | 14 |
| 95-th percentile | 22 |
| Maximum | 102 |
| Range | 101 |
| Interquartile range (IQR) | 6 |
Descriptive statistics
| Standard deviation | 6.2631661 |
|---|---|
| Coefficient of variation (CV) | 0.53893288 |
| Kurtosis | 25.435157 |
| Mean | 11.621421 |
| Median Absolute Deviation (MAD) | 3 |
| Skewness | 3.1042989 |
| Sum | 34504 |
| Variance | 39.22725 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 10 | 288 | 9.7% |
| 9 | 262 | 8.8% |
| 11 | 255 | 8.6% |
| 12 | 220 | 7.4% |
| 8 | 217 | 7.3% |
| 7 | 212 | 7.1% |
| 13 | 199 | 6.7% |
| 14 | 165 | 5.6% |
| 6 | 157 | 5.3% |
| 15 | 138 | 4.6% |
| Other values (38) | 856 |
| Value | Count | Frequency (%) |
| 1 | 19 | 0.6% |
| 2 | 32 | 1.1% |
| 3 | 60 | 2.0% |
| 4 | 82 | 2.8% |
| 5 | 105 | 3.5% |
| 6 | 157 | |
| 7 | 212 | |
| 8 | 217 | |
| 9 | 262 | |
| 10 | 288 |
| Value | Count | Frequency (%) |
| 102 | 1 | < 0.1% |
| 74 | 1 | < 0.1% |
| 58 | 2 | |
| 57 | 1 | < 0.1% |
| 56 | 1 | < 0.1% |
| 54 | 1 | < 0.1% |
| 50 | 2 | |
| 49 | 3 | |
| 44 | 4 | |
| 43 | 1 | < 0.1% |
avg_ticket
Real number (ℝ)
HIGH CORRELATION  SKEWED 
| Distinct | 2966 |
|---|---|
| Distinct (%) | 99.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 51.900057 |
| Minimum | 2.1505882 |
|---|---|
| Maximum | 56157.5 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 46.4 KiB |
Quantile statistics
| Minimum | 2.1505882 |
|---|---|
| 5-th percentile | 4.9166611 |
| Q1 | 13.119333 |
| median | 17.974384 |
| Q3 | 24.988286 |
| 95-th percentile | 90.497 |
| Maximum | 56157.5 |
| Range | 56155.349 |
| Interquartile range (IQR) | 11.868952 |
Descriptive statistics
| Standard deviation | 1036.9343 |
|---|---|
| Coefficient of variation (CV) | 19.979445 |
| Kurtosis | 2890.7074 |
| Mean | 51.900057 |
| Median Absolute Deviation (MAD) | 5.9942223 |
| Skewness | 53.444228 |
| Sum | 154091.27 |
| Variance | 1075232.8 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 15 | 2 | 0.1% |
| 4.162 | 2 | 0.1% |
| 14.47833333 | 2 | 0.1% |
| 18.15222222 | 1 | < 0.1% |
| 13.92736842 | 1 | < 0.1% |
| 36.24411765 | 1 | < 0.1% |
| 29.78416667 | 1 | < 0.1% |
| 22.8792623 | 1 | < 0.1% |
| 20.51104167 | 1 | < 0.1% |
| 149.025 | 1 | < 0.1% |
| Other values (2956) | 2956 |
| Value | Count | Frequency (%) |
| 2.150588235 | 1 | |
| 2.4325 | 1 | |
| 2.462371134 | 1 | |
| 2.511241379 | 1 | |
| 2.515333333 | 1 | |
| 2.65 | 1 | |
| 2.656931818 | 1 | |
| 2.707598253 | 1 | |
| 2.760621572 | 1 | |
| 2.770464191 | 1 |
| Value | Count | Frequency (%) |
| 56157.5 | 1 | |
| 4453.43 | 1 | |
| 3202.92 | 1 | |
| 1687.2 | 1 | |
| 952.9875 | 1 | |
| 872.13 | 1 | |
| 841.0214493 | 1 | |
| 651.1683333 | 1 | |
| 640 | 1 | |
| 624.4 | 1 |
avg_recency_days
Real number (ℝ)
| Distinct | 1258 |
|---|---|
| Distinct (%) | 42.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | -67.35143 |
| Minimum | -366 |
|---|---|
| Maximum | -1 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 2969 |
| Negative (%) | 100.0% |
| Memory size | 46.4 KiB |
Quantile statistics
| Minimum | -366 |
|---|---|
| 5-th percentile | -201 |
| Q1 | -85.333333 |
| median | -48.285714 |
| Q3 | -25.928571 |
| 95-th percentile | -8 |
| Maximum | -1 |
| Range | 365 |
| Interquartile range (IQR) | 59.404762 |
Descriptive statistics
| Standard deviation | 63.542829 |
|---|---|
| Coefficient of variation (CV) | -0.94345182 |
| Kurtosis | 4.8877032 |
| Mean | -67.35143 |
| Median Absolute Deviation (MAD) | 26.285714 |
| Skewness | -2.062909 |
| Sum | -199966.4 |
| Variance | 4037.6912 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| -14 | 25 | 0.8% |
| -4 | 22 | 0.7% |
| -70 | 21 | 0.7% |
| -7 | 20 | 0.7% |
| -35 | 19 | 0.6% |
| -49 | 18 | 0.6% |
| -21 | 17 | 0.6% |
| -46 | 17 | 0.6% |
| -11 | 17 | 0.6% |
| -1 | 16 | 0.5% |
| Other values (1248) | 2777 |
| Value | Count | Frequency (%) |
| -366 | 1 | < 0.1% |
| -365 | 1 | < 0.1% |
| -363 | 1 | < 0.1% |
| -362 | 1 | < 0.1% |
| -357 | 2 | |
| -356 | 1 | < 0.1% |
| -355 | 2 | |
| -352 | 1 | < 0.1% |
| -351 | 2 | |
| -350 | 3 |
| Value | Count | Frequency (%) |
| -1 | 16 | |
| -1.5 | 1 | < 0.1% |
| -2 | 13 | |
| -2.5 | 1 | < 0.1% |
| -2.601398601 | 1 | < 0.1% |
| -3 | 15 | |
| -3.321428571 | 1 | < 0.1% |
| -3.330357143 | 1 | < 0.1% |
| -3.5 | 2 | 0.1% |
| -4 | 22 |
frequency
Real number (ℝ)
| Distinct | 1350 |
|---|---|
| Distinct (%) | 45.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.063271723 |
| Minimum | 0.0054495913 |
|---|---|
| Maximum | 3 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 46.4 KiB |
Quantile statistics
| Minimum | 0.0054495913 |
|---|---|
| 5-th percentile | 0.0094339623 |
| Q1 | 0.017777778 |
| median | 0.029411765 |
| Q3 | 0.055401662 |
| 95-th percentile | 0.22222222 |
| Maximum | 3 |
| Range | 2.9945504 |
| Interquartile range (IQR) | 0.037623884 |
Descriptive statistics
| Standard deviation | 0.13448193 |
|---|---|
| Coefficient of variation (CV) | 2.1254666 |
| Kurtosis | 121.55969 |
| Mean | 0.063271723 |
| Median Absolute Deviation (MAD) | 0.014338235 |
| Skewness | 8.7734265 |
| Sum | 187.85375 |
| Variance | 0.01808539 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0.1666666667 | 21 | 0.7% |
| 0.3333333333 | 21 | 0.7% |
| 0.02777777778 | 20 | 0.7% |
| 0.09090909091 | 19 | 0.6% |
| 0.0625 | 17 | 0.6% |
| 0.1333333333 | 16 | 0.5% |
| 0.4 | 16 | 0.5% |
| 0.25 | 15 | 0.5% |
| 0.02380952381 | 15 | 0.5% |
| 0.03571428571 | 15 | 0.5% |
| Other values (1340) | 2794 |
| Value | Count | Frequency (%) |
| 0.005449591281 | 1 | < 0.1% |
| 0.005464480874 | 1 | < 0.1% |
| 0.005494505495 | 1 | < 0.1% |
| 0.005509641873 | 1 | < 0.1% |
| 0.005586592179 | 2 | |
| 0.005602240896 | 1 | < 0.1% |
| 0.005617977528 | 2 | |
| 0.00566572238 | 1 | < 0.1% |
| 0.005681818182 | 2 | |
| 0.005698005698 | 3 |
| Value | Count | Frequency (%) |
| 3 | 1 | < 0.1% |
| 2 | 1 | < 0.1% |
| 1.571428571 | 1 | < 0.1% |
| 1.5 | 3 | 0.1% |
| 1 | 14 | |
| 0.8333333333 | 1 | < 0.1% |
| 0.75 | 1 | < 0.1% |
| 0.6666666667 | 12 | |
| 0.6514745308 | 1 | < 0.1% |
| 0.6 | 1 | < 0.1% |
qt_returns
Real number (ℝ)
SKEWED  ZEROS 
| Distinct | 214 |
|---|---|
| Distinct (%) | 7.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 62.156955 |
| Minimum | 0 |
|---|---|
| Maximum | 80995 |
| Zeros | 1481 |
| Zeros (%) | 49.9% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 46.4 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 1 |
| Q3 | 9 |
| 95-th percentile | 100.6 |
| Maximum | 80995 |
| Range | 80995 |
| Interquartile range (IQR) | 9 |
Descriptive statistics
| Standard deviation | 1512.4961 |
|---|---|
| Coefficient of variation (CV) | 24.333498 |
| Kurtosis | 2765.5286 |
| Mean | 62.156955 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | 51.797744 |
| Sum | 184544 |
| Variance | 2287644.6 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 1481 | |
| 1 | 164 | 5.5% |
| 2 | 148 | 5.0% |
| 3 | 105 | 3.5% |
| 4 | 89 | 3.0% |
| 6 | 78 | 2.6% |
| 5 | 61 | 2.1% |
| 12 | 51 | 1.7% |
| 8 | 43 | 1.4% |
| 7 | 43 | 1.4% |
| Other values (204) | 706 |
| Value | Count | Frequency (%) |
| 0 | 1481 | |
| 1 | 164 | 5.5% |
| 2 | 148 | 5.0% |
| 3 | 105 | 3.5% |
| 4 | 89 | 3.0% |
| 5 | 61 | 2.1% |
| 6 | 78 | 2.6% |
| 7 | 43 | 1.4% |
| 8 | 43 | 1.4% |
| 9 | 41 | 1.4% |
| Value | Count | Frequency (%) |
| 80995 | 1 | |
| 9014 | 1 | |
| 8004 | 1 | |
| 4427 | 1 | |
| 3768 | 1 | |
| 3332 | 1 | |
| 2878 | 1 | |
| 2022 | 1 | |
| 2012 | 1 | |
| 1776 | 1 |
avg_basket_size
Real number (ℝ)
HIGH CORRELATION  SKEWED 
| Distinct | 1973 |
|---|---|
| Distinct (%) | 66.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 249.34954 |
| Minimum | 1 |
|---|---|
| Maximum | 40498.5 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 46.4 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 44 |
| Q1 | 103.25 |
| median | 172 |
| Q3 | 281.5 |
| 95-th percentile | 599.52 |
| Maximum | 40498.5 |
| Range | 40497.5 |
| Interquartile range (IQR) | 178.25 |
Descriptive statistics
| Standard deviation | 791.50241 |
|---|---|
| Coefficient of variation (CV) | 3.1742686 |
| Kurtosis | 2256.2455 |
| Mean | 249.34954 |
| Median Absolute Deviation (MAD) | 82.75 |
| Skewness | 44.683281 |
| Sum | 740318.79 |
| Variance | 626476.07 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 100 | 11 | 0.4% |
| 114 | 10 | 0.3% |
| 73 | 9 | 0.3% |
| 86 | 9 | 0.3% |
| 82 | 9 | 0.3% |
| 136 | 8 | 0.3% |
| 60 | 8 | 0.3% |
| 75 | 8 | 0.3% |
| 88 | 8 | 0.3% |
| 71 | 7 | 0.2% |
| Other values (1963) | 2882 |
| Value | Count | Frequency (%) |
| 1 | 2 | |
| 2 | 1 | |
| 3.333333333 | 1 | |
| 5.333333333 | 1 | |
| 5.666666667 | 1 | |
| 6.142857143 | 1 | |
| 7.5 | 1 | |
| 9 | 1 | |
| 9.5 | 1 | |
| 11 | 1 |
| Value | Count | Frequency (%) |
| 40498.5 | 1 | |
| 6009.333333 | 1 | |
| 4282 | 1 | |
| 3906 | 1 | |
| 3868.65 | 1 | |
| 2880 | 1 | |
| 2801 | 1 | |
| 2733.944444 | 1 | |
| 2518.769231 | 1 | |
| 2160.333333 | 1 |
avg_unique_basket_size
Real number (ℝ)
| Distinct | 1010 |
|---|---|
| Distinct (%) | 34.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 22.155074 |
| Minimum | 1 |
|---|---|
| Maximum | 299.70588 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 46.4 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 3.3454545 |
| Q1 | 10 |
| median | 17.2 |
| Q3 | 27.75 |
| 95-th percentile | 56.94 |
| Maximum | 299.70588 |
| Range | 298.70588 |
| Interquartile range (IQR) | 17.75 |
Descriptive statistics
| Standard deviation | 19.513033 |
|---|---|
| Coefficient of variation (CV) | 0.88074783 |
| Kurtosis | 27.694698 |
| Mean | 22.155074 |
| Median Absolute Deviation (MAD) | 8.2 |
| Skewness | 3.4982521 |
| Sum | 65778.414 |
| Variance | 380.75846 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 13 | 53 | 1.8% |
| 14 | 40 | 1.3% |
| 11 | 38 | 1.3% |
| 20 | 33 | 1.1% |
| 9 | 33 | 1.1% |
| 1 | 32 | 1.1% |
| 18 | 31 | 1.0% |
| 10 | 30 | 1.0% |
| 16 | 29 | 1.0% |
| 17 | 28 | 0.9% |
| Other values (1000) | 2622 |
| Value | Count | Frequency (%) |
| 1 | 32 | |
| 1.2 | 1 | < 0.1% |
| 1.25 | 1 | < 0.1% |
| 1.333333333 | 2 | 0.1% |
| 1.5 | 8 | 0.3% |
| 1.568181818 | 1 | < 0.1% |
| 1.571428571 | 1 | < 0.1% |
| 1.666666667 | 4 | 0.1% |
| 1.833333333 | 1 | < 0.1% |
| 2 | 24 |
| Value | Count | Frequency (%) |
| 299.7058824 | 1 | |
| 259 | 1 | |
| 203.5 | 1 | |
| 148 | 1 | |
| 145 | 1 | |
| 136.125 | 1 | |
| 135.5 | 1 | |
| 127 | 1 | |
| 122 | 1 | |
| 118 | 1 |
| customer_id | gross_revenue | recency_days | invoice_no | quantity | avg_ticket | avg_recency_days | frequency | qt_returns | avg_basket_size | avg_unique_basket_size | |
|---|---|---|---|---|---|---|---|---|---|---|---|
| customer_id | 1.000 | -0.076 | 0.001 | 0.025 | -0.007 | -0.131 | -0.019 | -0.008 | -0.063 | -0.123 | -0.007 |
| gross_revenue | -0.076 | 1.000 | -0.415 | 0.770 | 0.770 | 0.246 | 0.248 | 0.161 | 0.372 | 0.576 | 0.291 |
| recency_days | 0.001 | -0.415 | 1.000 | -0.502 | -0.399 | 0.048 | -0.108 | -0.031 | -0.119 | -0.098 | -0.106 |
| invoice_no | 0.025 | 0.770 | -0.502 | 1.000 | 0.660 | 0.059 | 0.258 | 0.148 | 0.293 | 0.101 | 0.025 |
| quantity | -0.007 | 0.770 | -0.399 | 0.660 | 1.000 | -0.076 | 0.178 | 0.109 | 0.273 | 0.519 | 0.446 |
| avg_ticket | -0.131 | 0.246 | 0.048 | 0.059 | -0.076 | 1.000 | 0.122 | 0.098 | 0.190 | 0.189 | -0.611 |
| avg_recency_days | -0.019 | 0.248 | -0.108 | 0.258 | 0.178 | 0.122 | 1.000 | 0.962 | 0.396 | 0.077 | -0.048 |
| frequency | -0.008 | 0.161 | -0.031 | 0.148 | 0.109 | 0.098 | 0.962 | 1.000 | 0.359 | 0.057 | -0.042 |
| qt_returns | -0.063 | 0.372 | -0.119 | 0.293 | 0.273 | 0.190 | 0.396 | 0.359 | 1.000 | 0.211 | 0.019 |
| avg_basket_size | -0.123 | 0.576 | -0.098 | 0.101 | 0.519 | 0.189 | 0.077 | 0.057 | 0.211 | 1.000 | 0.448 |
| avg_unique_basket_size | -0.007 | 0.291 | -0.106 | 0.025 | 0.446 | -0.611 | -0.048 | -0.042 | 0.019 | 0.448 | 1.000 |
| customer_id | gross_revenue | recency_days | invoice_no | quantity | avg_ticket | avg_recency_days | frequency | qt_returns | avg_basket_size | avg_unique_basket_size | |
|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 17850 | 5391.21 | 372.0 | 34.0 | 6.0 | 18.152222 | -35.500000 | 0.486111 | 40.0 | 50.970588 | 8.735294 |
| 1 | 13047 | 3232.59 | 56.0 | 9.0 | 11.0 | 18.904035 | -27.250000 | 0.048780 | 35.0 | 154.444444 | 19.000000 |
| 2 | 12583 | 6705.38 | 2.0 | 15.0 | 24.0 | 28.902500 | -23.187500 | 0.045699 | 50.0 | 335.200000 | 15.466667 |
| 3 | 13748 | 948.25 | 95.0 | 5.0 | 8.0 | 33.866071 | -92.666667 | 0.017921 | 0.0 | 87.800000 | 5.600000 |
| 4 | 15100 | 876.00 | 333.0 | 3.0 | 2.0 | 292.000000 | -8.600000 | 0.136364 | 22.0 | 26.666667 | 1.000000 |
| 5 | 15291 | 4623.30 | 25.0 | 14.0 | 17.0 | 45.326471 | -23.200000 | 0.054441 | 29.0 | 150.142857 | 7.285714 |
| 6 | 14688 | 5630.87 | 7.0 | 21.0 | 24.0 | 17.219786 | -18.300000 | 0.073569 | 399.0 | 172.428571 | 15.571429 |
| 7 | 17809 | 5411.91 | 16.0 | 12.0 | 23.0 | 88.719836 | -35.700000 | 0.039106 | 41.0 | 171.416667 | 5.083333 |
| 8 | 15311 | 60767.90 | 0.0 | 91.0 | 43.0 | 25.543464 | -4.144444 | 0.315508 | 474.0 | 419.714286 | 26.142857 |
| 9 | 16098 | 2005.63 | 87.0 | 7.0 | 15.0 | 29.934776 | -47.666667 | 0.024390 | 0.0 | 87.571429 | 9.571429 |
| customer_id | gross_revenue | recency_days | invoice_no | quantity | avg_ticket | avg_recency_days | frequency | qt_returns | avg_basket_size | avg_unique_basket_size | |
|---|---|---|---|---|---|---|---|---|---|---|---|
| 5627 | 17727 | 1060.25 | 15.0 | 1.0 | 11.0 | 16.064394 | -6.0 | 0.285714 | 6.0 | 645.000000 | 66.0 |
| 5637 | 17232 | 421.52 | 2.0 | 2.0 | 10.0 | 11.708889 | -12.0 | 0.153846 | 0.0 | 101.500000 | 18.0 |
| 5638 | 17468 | 137.00 | 10.0 | 2.0 | 2.0 | 27.400000 | -4.0 | 0.400000 | 0.0 | 58.000000 | 2.5 |
| 5649 | 13596 | 697.04 | 5.0 | 2.0 | 10.0 | 4.199036 | -7.0 | 0.250000 | 0.0 | 203.000000 | 83.0 |
| 5655 | 14893 | 1237.85 | 9.0 | 2.0 | 14.0 | 16.956849 | -2.0 | 0.666667 | 0.0 | 399.500000 | 36.5 |
| 5659 | 12479 | 473.20 | 11.0 | 1.0 | 8.0 | 15.773333 | -4.0 | 0.333333 | 34.0 | 382.000000 | 30.0 |
| 5680 | 14126 | 706.13 | 7.0 | 3.0 | 6.0 | 47.075333 | -3.0 | 1.000000 | 50.0 | 169.333333 | 5.0 |
| 5686 | 13521 | 1092.39 | 1.0 | 3.0 | 9.0 | 2.511241 | -4.5 | 0.300000 | 0.0 | 244.333333 | 145.0 |
| 5696 | 15060 | 301.84 | 8.0 | 4.0 | 8.0 | 2.515333 | -1.0 | 2.000000 | 0.0 | 65.500000 | 30.0 |
| 5715 | 12558 | 269.96 | 7.0 | 1.0 | 5.0 | 24.541818 | -6.0 | 0.285714 | 196.0 | 196.000000 | 11.0 |